Estimate Missing Climate Data 1.0
Free Trial Version
Publisher Description
The Estimate Missing Climate Data Tool (EMCD) stands as a comprehensive solution designed to address and fill gaps in climate data, ensuring a robust and accurate dataset for comprehensive analysis. EMCD incorporates advanced techniques to overcome missing values, utilizing neighboring stations and historical records of the target station.
The tool employs a diverse set of methods, including Multiple Linear Regression (MLR) and Artificial Neural Networks (ANN), for simulation with other stations. Additionally, interpolation methods such as Linear and Akima, along with strategies like LOCF (Last Observation Carried Forward) and NOCB (Next Observation Carried Backward), are utilized for filling in missing data based on the historical context of the station.
One notable feature is the use of Autocorrelation, allowing users to identify the optimal lag with high correlation. This enhances the precision of filled data by incorporating lagged station information into the modeling process.
In practice, users can observe the effectiveness of EMCD in the figure below, showcasing the monthly Tmean modeled alongside raw data using the NOCB method and lagged data, with a lag number set to 12. This graphical representation demonstrates how EMCD contributes to filling gaps and ensuring a more comprehensive and accurate climate dataset for analysis.
About Estimate Missing Climate Data
Estimate Missing Climate Data is a free trial software published in the Science list of programs, part of Education.
This Science program is available in English. It was last updated on 22 April, 2024. Estimate Missing Climate Data is compatible with the following operating systems: Windows, Windows-mobile.
The company that develops Estimate Missing Climate Data is AgriMetSoft. The latest version released by its developer is 1.0.
The download we have available for Estimate Missing Climate Data has a file size of 11.53 MB. Just click the green Download button above to start the downloading process. The program is listed on our website since 2023-12-03 and was downloaded 0 times. We have already checked if the download link is safe, however for your own protection we recommend that you scan the downloaded software with your antivirus. Your antivirus may detect the Estimate Missing Climate Data as malware if the download link is broken.
How to install Estimate Missing Climate Data on your Windows device:
- Click on the Download button on our website. This will start the download from the website of the developer.
- Once the Estimate Missing Climate Data is downloaded click on it to start the setup process (assuming you are on a desktop computer).
- When the installation is finished you should be able to see and run the program.
